Executive Summary: Measure residency sponsorship in layers. Start with dollars deployed and incremental positions created. Then track training completion, graduate practice location, institutional retention, access, and sustainability. Financial return matters for some sponsors, but community and workforce outcomes may be the primary return for others.
Measure the capital deployed
Start with the amount committed and the amount actually paid.
Record the funding period, payment schedule, permitted uses, and any matching contribution from the training institution or other partners.
This creates the denominator for later cost-per-outcome measures.
Measure incremental training capacity
Count positions created because the funding exists.
Useful measures include:
- incremental resident FTEs
- funded FTE-years
- number of incoming classes supported
- specialty
- training sites
Do not combine pre-existing positions with net-new capacity unless the reporting clearly separates them.
Measure training completion
Track whether funded residents complete training.
Use aggregate cohort measures when individual reporting is not appropriate. Record transfers, attrition, and other changes consistently.
Completion is the bridge between funded training capacity and physician supply.
Measure geographic retention
Track the graduate’s eventual practice geography when the sponsor’s goal includes local physician supply.
AAMC reports that 55.7% of physicians who completed residency from 2015 through 2024 practice in the state where they trained. [1]
Use that figure as national context. Compare the funded program with its own baseline and target geography.
Fund Residency Growth With Outcomes Built In
BeaconGME helps health systems expand residency capacity with clear goals for workforce, access, and physician retention.
Measure institutional retention when it matters
A health-system sponsor may care whether graduates join the sponsoring system or a partner network.
Track:
- graduates offered positions
- graduates accepting positions
- first-year retention
- multi-year retention
- specialty and site
Separate institutional retention from state or regional retention.
Measure access outcomes that fit the specialty
Access measures should match the physician shortage.
Examples include:
- new patient appointment capacity
- clinic sessions added
- call coverage added
- procedural capacity
- rural or underserved sites staffed
- wait-time change
Avoid one universal access measure across specialties.
Measure financial outcomes for sponsors that need them
A hospital or payer may also track financial effects.
Possible categories include:
- physician recruiting expense
- vacancy duration
- locum use
- service capacity
- contribution margin
- network leakage
Use attributable incremental effects. Do not treat all revenue produced by a department as sponsorship return.
Measure sustainability
A sponsorship creates more durable value when the position remains after the sponsor term.
Track:
- positions still active after funding ends
- replacement funding source
- institutional commitment
- program accreditation status
- steady-state class size
A sponsor can then distinguish temporary activity from durable training capacity.
Use a six-level dashboard
| Level | Measure |
|---|---|
| Capital | Dollars deployed |
| Capacity | Incremental positions and FTE-years |
| Training | Completion and program outcomes |
| Workforce | Practice location and institutional retention |
| Access | Specialty-specific clinical capacity |
| Sustainability | Positions maintained after sponsor funding |
Report the same framework each year. That creates a comparable record across programs and funding cycles.
Match the return definition to the sponsor
A foundation may prioritize access and community benefit.
A health plan may prioritize network adequacy and specialty access.
A health system may prioritize recruitment, retention, and service-line capacity.
An employer may prioritize regional physician availability.
Define the return before selecting the measures.
BeaconGME
BeaconGME can structure residency funding around a defined workforce objective and a measurable reporting plan.
Sources
[1] Association of American Medical Colleges. 2025 Report on Residents: Executive Summary.
